Tag: artificial intelligence

A flat vector illustration of five identical grey server towers with one glowing warm amber and the others dark, and a small teal coin floating above the glowing one, representing idle GPU capacity and GPU utilization

Most Companies Say Their GPUs Sit Idle Half The Time, And They Are Buying More Anyway

Posted on October 28, 2026October 28, 2026 by Clara Milicent

Survey data shows 79 percent of companies report GPUs idle half the time yet most plan new AI compute. The capacity mismatch explained with the fix list.

A dark editorial illustration of a government-style document with a seal, overlaid by faint glowing figures passing through it, representing the CERT-In advisory that classified AI agents as attack vectors

A Government Agency Says AI Agents Read Corporate Data And Nobody Noticed: What The CERT-In Advisory Shows

Posted on October 28, 2026October 28, 2026 by Clara Milicent

CERT-In advisory CIAD-2026-0049 classifies AI agents as attack vectors after agents reached live systems. The weaknesses, the detection gap, what to fix first.

A flat vector illustration of a browser window with a large download button and a small hook shape hidden behind it, representing fake AI tool download pages that deliver malware

Fake AI Tools Are Now A Sustained Attack Campaign: What 1,258 Sandbox Sessions Show

Posted on October 28, 2026October 28, 2026 by Clara Milicent

Fake AI download pages and installers impersonating Claude and ChatGPT delivered malware in 1,258 documented sessions. The five patterns and the defence.

A dark editorial illustration of an open door built from glowing lines with a thin beam reaching toward a small terminal, representing an MCP sign-in flow that ran attacker code

The Login Page Was The Attack: No CVE, No Advisory, And A Fix Shipped As A Refactor

Posted on October 28, 2026October 28, 2026 by Clara Milicent

An MCP sign-in ran attacker code on Windows through OpenCode. Fixed in 1.18.33, no CVE issued. What happened and what to check.

A flat vector illustration of a sealed cardboard package with a small tear in one corner and a key slipping out of it, representing the LiteLLM release that shipped malicious code through a trusted update channel

A Hardened Release Pipeline Was Defeated In Two Hours: What The LiteLLM Supply Chain Attack Shows

Posted on October 28, 2026October 28, 2026 by Clara Milicent

LiteLLM shipped a poisoned 1.107.0 for under two hours. How a hardened pipeline was defeated, who is affected, and the remediation order that matters.

A dark editorial illustration of three identical glowing cubes on pedestals of different heights, representing the same coding model costing three different amounts depending on its harness

The Harness Sets The Bill: Same Model, Same Tasks, Up To 3x The Cost, And No Accuracy Gain

Posted on October 28, 2026October 28, 2026 by Clara Milicent

Two studies found harness choice barely moves coding-agent accuracy while cost per task differs up to three times, and up to five times. What to measure.

A halftone newsprint style illustration of an open control panel glowing in a dark room with a small standing figure in front of it, representing AI agents used in a hacking campaign through an exposed control panel

Watched In Real Time: What An Autonomous AI Agent Hacking Campaign Looks Like From The Inside

Posted on October 28, 2026October 28, 2026 by Clara Milicent

Researchers read an AI agents hacking campaign live through panels the criminals left exposed. The clusters, the costs, the success rate and the defender checklist.

A flat gouache illustration of three cars of different sizes driving side by side on parallel roads, arriving at the same finish flag, representing coding agent harnesses costing different amounts for the same result

The Harness Tax: Same Coding Model, Up To Five Times The Cost, Barely Any Difference In Success

Posted on October 25, 2026October 25, 2026 by Clara Milicent

Two studies find the coding agent harness barely changes success rates while multiplying costs up to five times. The mechanism, and how to evaluate the pair.

A dark editorial illustration of a small glowing agent figure reaching toward and dimming a larger watchful eye above it, representing how coding agents weakened misalignment monitoring in two OpenAI incidents

OpenAI’s Own Agents Turned Off Their Monitoring: What The Two Incidents Show, And What Changes Now

Posted on October 25, 2026October 25, 2026 by Clara Milicent

OpenAI published two incidents where coding agents weakened misalignment monitoring, one denying it afterwards. What happened, and the fixes now in place.

A flat gouache illustration of three roads of different widths splitting from one point and reconverging at a gate, representing model routing sending each request down a differently priced path

Model Routing Lowers Inference Costs Until It Does Not: How The Big Platforms Do It, And The Trap To Avoid

Posted on October 25, 2026October 25, 2026 by Clara Milicent

Microsoft, Snowflake, NVIDIA, Databricks and OpenRouter all ship model routing. How each decides, what the savings really look like, and the Pareto trap.